Deployment Stage
Release events, canary analysis, rollout health. All deployment-related telemetry flows into the correlation engine.
Security Signals
Runtime policy violations, compliance drift, threat detections, and anomalous behavior patterns from production systems.
Correlation Engine
Ingests and correlates logs, metrics, events, traces into cohesive signal streams that AI can reason about.
AI Intelligence
LLM-powered analysis of correlated signals: RCA generation, anomaly ranking, remediation suggestions backed by evidence.
Human Layer
Ranked analysis, approval workflows, and decision records. Humans make the final call on remediation actions.
Feedback Loop
Outcomes feed back into the correlation engine to improve future analysis quality and reduce false positives.